{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. 在测试视频(OpenCV安装目录\\sources\\samples\\data)上，使用基于混合高斯模型的背景提取算法，提取前景并显示(显示二值化图像，前景为白色)。 \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(576, 768)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import cv2 as cv\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "cap=cv.VideoCapture(r'D:\\images\\AI\\vtest.avi')\n",
    "fgbg=cv.createBackgroundSubtractorMOG2()  # Creates MOG2 Background Subtractor\n",
    "\n",
    "while True:\n",
    "    ret,frame=cap.read()  # rval表示是否成功获取帧,frame是捕获到的图像的每一帧\n",
    "    if not ret:  # 没读到帧\n",
    "        break\n",
    "    fgmask=fgbg.apply(frame)  # Computes a foreground mask，得到二值图像\n",
    "    #_,fgmask_thresh=cv.threshold(fgmask,30,0xff,cv.THRESH_BINARY)\n",
    "    bgImage=fgbg.getBackgroundImage()  # Computes a background image\n",
    "    \n",
    "    # _ ,cnts, hierarchy = cv.findContours(fgmask.copy(), cv.RETR_EXTERNAL, cv.CHAIN_APPROX_SIMPLE)\n",
    "print(fgmask.shape)\n",
    "\n",
    "fgmask1=cv.cvtColor(fgmask,cv.COLOR_GRAY2RGB)  #opencv图像显示格式是BGR，plt图像显示格式是RGB\n",
    "bgImage=cv.cvtColor(bgImage,cv.COLOR_BGR2RGB)\n",
    "#fgmask_thresh=cv.cvtColor(fgmask_thresh,cv.COLOR_GRAY2RGB)\n",
    "\n",
    "plt.subplot(1,2,1)\n",
    "plt.imshow(fgmask1)\n",
    "plt.title('foreground image')\n",
    "plt.subplot(1,2,2)\n",
    "plt.imshow(bgImage)\n",
    "plt.title('background image')\n",
    "plt.show()\n",
    "cap.release()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10.0 795.0\n"
     ]
    }
   ],
   "source": [
    "fps=cap.get(cv.CAP_PROP_FPS) # 每秒传输帧数(Frames Per Second)）\n",
    "frames=cap.get(cv.CAP_PROP_FRAME_COUNT) # 获取视频总帧数frame\n",
    "print(fps,frames)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. 在1基础上，将前景目标进行分割，进一步使用不同颜色矩形框标记，并在命令行窗口中输出每个矩形框的位置和大小。 \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1\n",
      "position: (436, 275)\n",
      "size: (57, 111)\n",
      "2\n",
      "position: (592, 232)\n",
      "size: (90, 148)\n",
      "3\n",
      "position: (373, 161)\n",
      "size: (52, 75)\n",
      "4\n",
      "position: (209, 157)\n",
      "size: (66, 116)\n",
      "5\n",
      "position: (647, 144)\n",
      "size: (39, 76)\n",
      "6\n",
      "position: (732, 48)\n",
      "size: (36, 49)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import copy\n",
    "import cv2 as cv\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "cap=cv.VideoCapture(r'D:\\images\\AI\\vtest.avi')\n",
    "fgbg=cv.createBackgroundSubtractorMOG2()  # Creates MOG2 Background Subtractor\n",
    "\n",
    "while True:\n",
    "    ret,frame=cap.read()  # rval表示是否成功获取帧,frame是捕获到的图像的每一帧\n",
    "    if not ret:  # 没读到帧\n",
    "        break\n",
    "    fgmask=fgbg.apply(frame)\n",
    "        \n",
    "    img=frame.copy()\n",
    "    \n",
    "_,cnts,hier=cv.findContours(fgmask.copy(),cv.RETR_EXTERNAL,cv.CHAIN_APPROX_SIMPLE)\n",
    "    \n",
    "count=0\n",
    "for item in cnts:\n",
    "    area=cv.contourArea(item)\n",
    "    if(area<450):\n",
    "        continue\n",
    "    count+=1\n",
    "    print(count)\n",
    "    x,y,w,h=cv.boundingRect(item)\n",
    "    position=(x,y)\n",
    "    rect_size=(w,h)\n",
    "    print('position:',position)\n",
    "    print('size:',rect_size)\n",
    "    cv.rectangle(img,(x,y),(x+w,y+h),(0,0,255),2)\n",
    "\n",
    "img=cv.cvtColor(img,cv.COLOR_BGR2RGB)\n",
    "plt.imshow(img)\n",
    "plt.show()\n",
    "\n",
    "cap.release()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. 安装ImageWatch，并在代码中通过设置断点，观察处理中间结果图像。 "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "python有ImageWatch？"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
